@inproceedings{bb121600,
AUTHOR = "Messikommer, N. and Gehrig, D. and Loquercio, A. and Scaramuzza, D.",
TITLE = "Event-based Asynchronous Sparse Convolutional Networks",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "VIII:415-431",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117828"}
@inproceedings{bb121601,
AUTHOR = "Kim, B. and Chudomelka, B. and Park, J. and Kang, J. and Hong, Y.J. and Kim, H.W.J.",
TITLE = "Robust Neural Networks Inspired by Strong Stability Preserving
Runge-Kutta Methods",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "IX:416-432",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117829"}
@inproceedings{bb121602,
AUTHOR = "Li, B.L. and Wu, B. and Su, J. and Wang, G.R.",
TITLE = "Eagleeye: Fast Sub-net Evaluation for Efficient Neural Network Pruning",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "II:639-654",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117830"}
@inproceedings{bb121603,
AUTHOR = "Li, Y. and Gu, S. and Mayer, C. and Van Gool, L.J. and Timofte, R.",
TITLE = "Group Sparsity:
The Hinge Between Filter Pruning and Decomposition for Network Compression",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "8015-8024",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117831"}
@inproceedings{bb121604,
AUTHOR = "Guo, S. and Wang, Y. and Li, Q. and Yan, J.",
TITLE = "DMCP: Differentiable Markov Channel Pruning for Neural Networks",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "1536-1544",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117832"}
@inproceedings{bb121605,
AUTHOR = "Lin, M. and Ji, R. and Wang, Y. and Zhang, Y. and Zhang, B. and Tian, Y. and Shao, L.",
TITLE = "HRank: Filter Pruning Using High-Rank Feature Map",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "1526-1535",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117833"}
@inproceedings{bb121606,
AUTHOR = "Luo, J. and Wu, J.",
TITLE = "Neural Network Pruning With Residual-Connections and Limited-Data",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "1455-1464",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117834"}
@inproceedings{bb121607,
AUTHOR = "Wu, Y. and Liu, C. and Chen, B. and Chien, S.",
TITLE = "Constraint-Aware Importance Estimation for Global Filter Pruning
under Multiple Resource Constraints",
BOOKTITLE = EDLCV20,
YEAR = "2020",
PAGES = "2935-2943",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117835"}
@inproceedings{bb121608,
AUTHOR = "Gain, A. and Kaushik, P. and Siegelmann, H.",
TITLE = "Adaptive Neural Connections for Sparsity Learning",
BOOKTITLE = WACV20,
YEAR = "2020",
PAGES = "3177-3182",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117836"}
@inproceedings{bb121609,
AUTHOR = "Ramakrishnan, R.K. and Sari, E. and Nia, V.P.",
TITLE = "Differentiable Mask for Pruning Convolutional and Recurrent Networks",
BOOKTITLE = CRV20,
YEAR = "2020",
PAGES = "222-229",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117837"}
@inproceedings{bb121610,
AUTHOR = "Blakeney, C. and Yan, Y. and Zong, Z.",
TITLE = "Is Pruning Compression?: Investigating Pruning Via Network Layer
Similarity",
BOOKTITLE = WACV20,
YEAR = "2020",
PAGES = "903-911",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117838"}
@inproceedings{bb121611,
AUTHOR = "Verma, V.K. and Singh, P. and Namboodiri, V.P. and Rai, P.",
TITLE = "A 'Network Pruning Network' Approach to Deep Model Compression",
BOOKTITLE = WACV20,
YEAR = "2020",
PAGES = "2998-3007",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117839"}
@inproceedings{bb121612,
AUTHOR = "Gao, S. and Liu, X. and Chien, L. and Zhang, W. and Alvarez, J.M.",
TITLE = "VACL: Variance-Aware Cross-Layer Regularization for Pruning Deep
Residual Networks",
BOOKTITLE = CEFRL19,
YEAR = "2019",
PAGES = "2980-2988",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117840"}
@inproceedings{bb121613,
AUTHOR = "Liu, Z. and Mu, H. and Zhang, X. and Guo, Z. and Yang, X. and Cheng, K. and Sun, J.",
TITLE = "MetaPruning: Meta Learning for Automatic Neural Network Channel
Pruning",
BOOKTITLE = ICCV19,
YEAR = "2019",
PAGES = "3295-3304",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117841"}
@inproceedings{bb121614,
AUTHOR = "Zhou, Y. and Zhang, Y. and Wang, Y. and Tian, Q.",
TITLE = "Accelerate CNN via Recursive Bayesian Pruning",
BOOKTITLE = ICCV19,
YEAR = "2019",
PAGES = "3305-3314",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117842"}
@inproceedings{bb121615,
AUTHOR = "Molchanov, P. and Mallya, A. and Tyree, S. and Frosio, I. and Kautz, J.",
TITLE = "Importance Estimation for Neural Network Pruning",
BOOKTITLE = CVPR19,
YEAR = "2019",
PAGES = "11256-11264",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117843"}
@inproceedings{bb121616,
AUTHOR = "Webster, R. and Rabin, J. and Simon, L. and Jurie, F.",
TITLE = "Detecting Overfitting of Deep Generative Networks via Latent Recovery",
BOOKTITLE = CVPR19,
YEAR = "2019",
PAGES = "11265-11274",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117844"}
@inproceedings{bb121617,
AUTHOR = "Lemaire, C. and Achkar, A. and Jodoin, P.M.",
TITLE = "Structured Pruning of Neural Networks With Budget-Aware Regularization",
BOOKTITLE = CVPR19,
YEAR = "2019",
PAGES = "9100-9108",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117845"}
@inproceedings{bb121618,
AUTHOR = "Ding, X.O. and Ding, G.G. and Guo, Y.C. and Han, J.G.",
TITLE = "Centripetal SGD for Pruning Very Deep Convolutional Networks With
Complicated Structure",
BOOKTITLE = CVPR19,
YEAR = "2019",
PAGES = "4938-4948",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117846"}
@inproceedings{bb121619,
AUTHOR = "He, Y. and Ding, Y.H. and Liu, P. and Zhu, L.C. and Zhang, H.W. and Yang, Y.",
TITLE = "Learning Filter Pruning Criteria for Deep Convolutional Neural
Networks Acceleration",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "2006-2015",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117847"}
@inproceedings{bb121620,
AUTHOR = "He, Y. and Liu, P. and Wang, Z.W. and Hu, Z.L. and Yang, Y.",
TITLE = "Filter Pruning via Geometric Median for Deep Convolutional Neural
Networks Acceleration",
BOOKTITLE = CVPR19,
YEAR = "2019",
PAGES = "4335-4344",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117848"}
@inproceedings{bb121621,
AUTHOR = "Zhao, C.L. and Ni, B.B. and Zhang, J. and Zhao, Q. and Zhang, W.J. and Tian, Q.",
TITLE = "Variational Convolutional Neural Network Pruning",
BOOKTITLE = CVPR19,
YEAR = "2019",
PAGES = "2775-2784",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117849"}
@inproceedings{bb121622,
AUTHOR = "Lin, S.H. and Ji, R.R. and Yan, C.Q. and Zhang, B.C. and Cao, L.J. and Ye, Q.X. and Huang, F.Y. and Doermann, D.",
TITLE = "Towards Optimal Structured CNN Pruning via Generative Adversarial
Learning",
BOOKTITLE = CVPR19,
YEAR = "2019",
PAGES = "2785-2794",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117850"}
@inproceedings{bb121623,
AUTHOR = "Mummadi, C.K. and Genewein, T. and Zhang, D. and Brox, T. and Fischer, V.",
TITLE = "Group Pruning Using a Bounded-Lp Norm for Group Gating and
Regularization",
BOOKTITLE = GCPR19,
YEAR = "2019",
PAGES = "139-155",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117851"}
@inproceedings{bb121624,
AUTHOR = "Wang, W.T. and Li, H.L. and Lin, W.S. and Chiang, C.M. and Tsai, Y.M.",
TITLE = "Architecture-Aware Network Pruning for Vision Quality Applications",
BOOKTITLE = ICIP19,
YEAR = "2019",
PAGES = "2701-2705",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117852"}
@inproceedings{bb121625,
AUTHOR = "Zhang, Y.X. and Wang, H.A. and Luo, Y. and Yu, L. and Hu, H.J. and Shan, H.G. and Quek, T.Q.S.",
TITLE = "Three-Dimensional Convolutional Neural Network Pruning with
Regularization-Based Method",
BOOKTITLE = ICIP19,
YEAR = "2019",
PAGES = "4270-4274",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117853"}
@inproceedings{bb121626,
AUTHOR = "Hu, Y. and Sun, S. and Li, J. and Zhu, J. and Wang, X. and Gu, Q.",
TITLE = "Multi-Loss-Aware Channel Pruning of Deep Networks",
BOOKTITLE = ICIP19,
YEAR = "2019",
PAGES = "889-893",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117854"}
@inproceedings{bb121627,
AUTHOR = "Yu, R. and Li, A. and Chen, C. and Lai, J. and Morariu, V.I. and Han, X. and Gao, M. and Lin, C. and Davis, L.S.",
TITLE = "NISP: Pruning Networks Using Neuron Importance Score Propagation",
BOOKTITLE = CVPR18,
YEAR = "2018",
PAGES = "9194-9203",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117855"}
@inproceedings{bb121628,
AUTHOR = "Zhang, T. and Ye, S. and Zhang, K.Q. and Tang, J. and Wen, W. and Fardad, M. and Wang, Y.Z.",
TITLE = "A Systematic DNN Weight Pruning Framework Using Alternating Direction
Method of Multipliers",
BOOKTITLE = ECCV18,
YEAR = "2018",
PAGES = "VIII: 191-207",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117856"}
@inproceedings{bb121629,
AUTHOR = "Huang, Q. and Zhou, K. and You, S. and Neumann, U.",
TITLE = "Learning to Prune Filters in Convolutional Neural Networks",
BOOKTITLE = WACV18,
YEAR = "2018",
PAGES = "709-718",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117857"}
@inproceedings{bb121630,
AUTHOR = "Carreira Perpinan, M.A. and Idelbayev, Y.",
TITLE = "'Learning-Compression' Algorithms for Neural Net Pruning",
BOOKTITLE = CVPR18,
YEAR = "2018",
PAGES = "8532-8541",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117858"}
@inproceedings{bb121631,
AUTHOR = "Zhou, Z. and Zhou, W. and Li, H. and Hong, R.",
TITLE = "Online Filter Clustering and Pruning for Efficient Convnets",
BOOKTITLE = ICIP18,
YEAR = "2018",
PAGES = "11-15",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117859"}
@inproceedings{bb121632,
AUTHOR = "Zhu, L.G. and Deng, R.Z. and Maire, M. and Deng, Z.W. and Mori, G. and Tan, P.",
TITLE = "Sparsely Aggregated Convolutional Networks",
BOOKTITLE = ECCV18,
YEAR = "2018",
PAGES = "XII: 192-208",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117860"}
@inproceedings{bb121633,
AUTHOR = "Wang, Z. and Zhu, C. and Xia, Z. and Guo, Q. and Liu, Y.",
TITLE = "Towards thinner convolutional neural networks through gradually
global pruning",
BOOKTITLE = ICIP17,
YEAR = "2017",
PAGES = "3939-3943",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117861"}
@inproceedings{bb121634,
AUTHOR = "Luo, J.H. and Wu, J. and Lin, W.",
TITLE = "ThiNet:
A Filter Level Pruning Method for Deep Neural Network Compression",
BOOKTITLE = ICCV17,
YEAR = "2017",
PAGES = "5068-5076",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117862"}
@inproceedings{bb121635,
AUTHOR = "Rueda, F.M. and Grzeszick, R. and Fink, G.A.",
TITLE = "Neuron Pruning for Compressing Deep Networks Using Maxout Architectures",
BOOKTITLE = GCPR17,
YEAR = "2017",
PAGES = "177-188",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117863"}
@inproceedings{bb121636,
AUTHOR = "Yang, T.J. and Chen, Y.H. and Sze, V.",
TITLE = "Designing Energy-Efficient Convolutional Neural Networks Using
Energy-Aware Pruning",
BOOKTITLE = CVPR17,
YEAR = "2017",
PAGES = "6071-6079",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117864"}
@inproceedings{bb121637,
AUTHOR = "Guo, J. and Potkonjak, M.",
TITLE = "Pruning ConvNets Online for Efficient Specialist Models",
BOOKTITLE = ECVW17,
YEAR = "2017",
PAGES = "430-437",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnp2.html#TT117865"}
@article{bb121638,
AUTHOR = "Wang, W. and Zhu, L.Q.",
TITLE = "Structured feature sparsity training for convolutional neural network
compression",
JOURNAL = JVCIR,
VOLUME = "71",
YEAR = "2020",
PAGES = "102867",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117866"}
@article{bb121639,
AUTHOR = "Kaplan, C. and Bulbul, A.",
TITLE = "Goal driven network pruning for object recognition",
JOURNAL = PR,
VOLUME = "110",
YEAR = "2021",
PAGES = "107468",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117867"}
@article{bb121640,
AUTHOR = "Yao, K.X. and Cao, F.L. and Leung, Y. and Liang, J.",
TITLE = "Deep neural network compression through interpretability-based filter
pruning",
JOURNAL = PR,
VOLUME = "119",
YEAR = "2021",
PAGES = "108056",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117868"}
@article{bb121641,
AUTHOR = "Gowdra, N. and Sinha, R. and MacDonell, S. and Yan, W.Q.",
TITLE = "Mitigating severe over-parameterization in deep convolutional neural
networks through forced feature abstraction and compression with an
entropy-based heuristic",
JOURNAL = PR,
VOLUME = "119",
YEAR = "2021",
PAGES = "108057",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117869"}
@article{bb121642,
AUTHOR = "Zhang, H. and An, L. and Chu, V.W. and Stow, D.A. and Liu, X.B. and Ding, Q.H.",
TITLE = "Learning Adjustable Reduced Downsampling Network for Small Object
Detection in Urban Environments",
JOURNAL = RS,
VOLUME = "13",
YEAR = "2021",
NUMBER = "18",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117870"}
@inproceedings{bb121643,
AUTHOR = "Kondratyuk, D. and Yuan, L.Z. and Li, Y.D. and Zhang, L. and Tan, M.X. and Brown, M. and Gong, B.Q.",
TITLE = "MoViNets: Mobile Video Networks for Efficient Video Recognition",
BOOKTITLE = CVPR21,
YEAR = "2021",
PAGES = "16015-16025",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117871"}
@inproceedings{bb121644,
AUTHOR = "Yu, C.Q. and Xiao, B. and Gao, C.X. and Yuan, L. and Zhang, L. and Sang, N. and Wang, J.D.",
TITLE = "Lite-HRNet: A Lightweight High-Resolution Network",
BOOKTITLE = CVPR21,
YEAR = "2021",
PAGES = "10435-10445",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117872"}
@inproceedings{bb121645,
AUTHOR = "Li, Y. and Lin, S.H. and Liu, J.Z. and Ye, Q.X. and Wang, M. and Chao, F. and Yang, F. and Ma, J.C. and Tian, Q. and Ji, R.R.",
TITLE = "Towards Compact CNNs via Collaborative Compression",
BOOKTITLE = CVPR21,
YEAR = "2021",
PAGES = "6434-6443",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117873"}
@inproceedings{bb121646,
AUTHOR = "Shen, Z.Q. and Liu, Z. and Qin, J. and Huang, L. and Cheng, K.T. and Savvides, M.",
TITLE = "S2-BNN: Bridging the Gap Between Self-Supervised Real and 1-bit
Neural Networks via Guided Distribution Calibration",
BOOKTITLE = CVPR21,
YEAR = "2021",
PAGES = "2165-2174",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117874"}
@inproceedings{bb121647,
AUTHOR = "Yin, M. and Sui, Y. and Liao, S. and Yuan, B.",
TITLE = "Towards Efficient Tensor Decomposition-Based DNN Model Compression
with Optimization Framework",
BOOKTITLE = CVPR21,
YEAR = "2021",
PAGES = "10669-10678",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117875"}
@inproceedings{bb121648,
AUTHOR = "Martinez, J. and Shewakramani, J. and Liu, T.W. and Barsan, I.A. and Zeng, W.Y. and Urtasun, R.",
TITLE = "Permute, Quantize, and Fine-tune:
Efficient Compression of Neural Networks",
BOOKTITLE = CVPR21,
YEAR = "2021",
PAGES = "15694-15703",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117876"}
@inproceedings{bb121649,
AUTHOR = "Oh, S. and Sim, H. and Lee, S. and Lee, J.",
TITLE = "Automated Log-Scale Quantization for Low-Cost Deep Neural Networks",
BOOKTITLE = CVPR21,
YEAR = "2021",
PAGES = "742-751",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117877"}
@inproceedings{bb121650,
AUTHOR = "Yamamoto, K.",
TITLE = "Learnable Companding Quantization for Accurate Low-bit Neural
Networks",
BOOKTITLE = CVPR21,
YEAR = "2021",
PAGES = "5027-5036",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117878"}
@inproceedings{bb121651,
AUTHOR = "Lee, J. and Kim, D. and Ham, B.",
TITLE = "Network Quantization with Element-wise Gradient Scaling",
BOOKTITLE = CVPR21,
YEAR = "2021",
PAGES = "6444-6453",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117879"}
@inproceedings{bb121652,
AUTHOR = "Jaume, G. and Pati, P. and Bozorgtabar, B. and Foncubierta, A. and Anniciello, A.M. and Feroce, F. and Rau, T. and Thiran, J.P. and Gabrani, M. and Goksel, O.",
TITLE = "Quantifying Explainers of Graph Neural Networks in Computational
Pathology",
BOOKTITLE = CVPR21,
YEAR = "2021",
PAGES = "8102-8112",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117880"}
@inproceedings{bb121653,
AUTHOR = "Zhao, S. and Yue, T. and Hu, X.",
TITLE = "Distribution-aware Adaptive Multi-bit Quantization",
BOOKTITLE = CVPR21,
YEAR = "2021",
PAGES = "9277-9286",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117881"}
@inproceedings{bb121654,
AUTHOR = "Kryzhanovskiy, V. and Balitskiy, G. and Kozyrskiy, N. and Zuruev, A.",
TITLE = "QPP: Real-Time Quantization Parameter Prediction for Deep Neural
Networks",
BOOKTITLE = CVPR21,
YEAR = "2021",
PAGES = "10679-10687",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117882"}
@inproceedings{bb121655,
AUTHOR = "Aghli, N. and Ribeiro, E.",
TITLE = "Combining Weight Pruning and Knowledge Distillation For CNN
Compression",
BOOKTITLE = EVW21,
YEAR = "2021",
PAGES = "3185-3192",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117883"}
@inproceedings{bb121656,
AUTHOR = "Ran, J. and Lin, R. and So, H.K.H. and Chesi, G. and Wong, N.",
TITLE = "Exploiting Elasticity in Tensor Ranks for Compressing Neural Networks",
BOOKTITLE = ICPR21,
YEAR = "2021",
PAGES = "9866-9873",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117884"}
@inproceedings{bb121657,
AUTHOR = "Shah, M.A. and Olivier, R. and Raj, B.",
TITLE = "Exploiting Non-Linear Redundancy for Neural Model Compression",
BOOKTITLE = ICPR21,
YEAR = "2021",
PAGES = "9928-9935",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117885"}
@inproceedings{bb121658,
AUTHOR = "Bui, K. and Park, F. and Zhang, S. and Qi, Y. and Xin, J.",
TITLE = "Nonconvex Regularization for Network Slimming:
Compressing CNNS Even More",
BOOKTITLE = ISVC20,
YEAR = "2020",
PAGES = "I:39-53",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117886"}
@inproceedings{bb121659,
AUTHOR = "Wang, H.T. and Gui, S.P. and Yang, H.C. and Liu, J. and Wang, Z.Y.",
TITLE = "GAN Slimming: All-in-one GAN Compression by a Unified Optimization
Framework",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "IV:54-73",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117887"}
@inproceedings{bb121660,
AUTHOR = "Guo, J. and Ouyang, W. and Xu, D.",
TITLE = "Multi-Dimensional Pruning: A Unified Framework for Model Compression",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "1505-1514",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117888"}
@inproceedings{bb121661,
AUTHOR = "Heo, B. and Kim, J. and Yun, S. and Park, H. and Kwak, N. and Choi, J.Y.",
TITLE = "A Comprehensive Overhaul of Feature Distillation",
BOOKTITLE = ICCV19,
YEAR = "2019",
PAGES = "1921-1930",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117889"}
@inproceedings{bb121662,
AUTHOR = "Yu, J. and Huang, T.",
TITLE = "Universally Slimmable Networks and Improved Training Techniques",
BOOKTITLE = ICCV19,
YEAR = "2019",
PAGES = "1803-1811",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT117890"}
@article{bb121663,
AUTHOR = "Dong, Y.P. and Ni, R.K. and Li, J.G. and Chen, Y.R. and Su, H. and Zhu, J.",
TITLE = "Stochastic Quantization for Learning Accurate Low-Bit Deep Neural
Networks",
JOURNAL = IJCV,
VOLUME = "127",
YEAR = "2019",
NUMBER = "11-12",
MONTH = "December",
PAGES = "1629-1642",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117891"}
@inproceedings{bb121664,
AUTHOR = "Zhou, A. and Yao, A.B. and Wang, K. and Chen, Y.R.",
TITLE = "Explicit Loss-Error-Aware Quantization for Low-Bit Deep Neural
Networks",
BOOKTITLE = CVPR18,
YEAR = "2018",
PAGES = "9426-9435",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117892"}
@article{bb121665,
AUTHOR = "Zhou, Z.G. and Zhou, W.G. and Lv, X.T. and Huang, X. and Wang, X.Y. and Li, H.Q.",
TITLE = "Progressive Learning of Low-Precision Networks for Image
Classification",
JOURNAL = MultMed,
VOLUME = "23",
YEAR = "2021",
PAGES = "871-882",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117893"}
@article{bb121666,
AUTHOR = "Chu, T. and Luo, Q. and Yang, J. and Huang, X.L.",
TITLE = "Mixed-precision quantized neural networks with progressively
decreasing bitwidth",
JOURNAL = PR,
VOLUME = "111",
YEAR = "2021",
PAGES = "107647",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117894"}
@inproceedings{bb121667,
AUTHOR = "Liu, H.Y. and Elkerdawy, S. and Ray, N. and Elhoushi, M.",
TITLE = "Layer Importance Estimation with Imprinting for Neural Network
Quantization",
BOOKTITLE = MAI21,
YEAR = "2021",
PAGES = "2408-2417",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117895"}
@inproceedings{bb121668,
AUTHOR = "Yun, S. and Wong, A.",
TITLE = "Do All MobileNets Quantize Poorly? Gaining Insights into the Effect
of Quantization on Depthwise Separable Convolutional Networks Through
the Eyes of Multi-scale Distributional Dynamics",
BOOKTITLE = MAI21,
YEAR = "2021",
PAGES = "2447-2456",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117896"}
@inproceedings{bb121669,
AUTHOR = "Fournarakis, M. and Nagel, M.",
TITLE = "In-Hindsight Quantization Range Estimation for Quantized Training",
BOOKTITLE = ECV21,
YEAR = "2021",
PAGES = "3057-3064",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117897"}
@inproceedings{bb121670,
AUTHOR = "Yu, H. and Yang, L.J. and Shi, H.",
TITLE = "Is In-Domain Data Really Needed? A Pilot Study on Cross-Domain
Calibration for Network Quantization",
BOOKTITLE = ECV21,
YEAR = "2021",
PAGES = "3037-3046",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117898"}
@inproceedings{bb121671,
AUTHOR = "Langroudi, H.F. and Karia, V. and Carmichael, Z. and Zyarah, A. and Pandit, T. and Gustafson, J.L. and Kudithipudi, D.",
TITLE = "Alps: Adaptive Quantization of Deep Neural Networks with GeneraLized
PositS",
BOOKTITLE = ECV21,
YEAR = "2021",
PAGES = "3094-3103",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117899"}
@inproceedings{bb121672,
AUTHOR = "Abdolrashidi, A. and Wang, L. and Agrawal, S. and Malmaud, J. and Rybakov, O. and Leichner, C. and Lew, L.",
TITLE = "Pareto-Optimal Quantized ResNet Is Mostly 4-bit",
BOOKTITLE = ECV21,
YEAR = "2021",
PAGES = "3085-3093",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117900"}
@inproceedings{bb121673,
AUTHOR = "Trusov, A. and Limonova, E. and Slugin, D. and Nikolaev, D. and Arlazarov, V.V.",
TITLE = "Fast Implementation of 4-bit Convolutional Neural Networks for Mobile
Devices",
BOOKTITLE = ICPR21,
YEAR = "2021",
PAGES = "9897-9903",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117901"}
@inproceedings{bb121674,
AUTHOR = "Hacene, G.B. and Lassance, C. and Gripon, V. and Courbariaux, M. and Bengio, Y.",
TITLE = "Attention Based Pruning for Shift Networks",
BOOKTITLE = ICPR21,
YEAR = "2021",
PAGES = "4054-4061",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117902"}
@inproceedings{bb121675,
AUTHOR = "Hou, Z. and Kung, S.Y.",
TITLE = "A Discriminant Information Approach to Deep Neural Network Pruning",
BOOKTITLE = ICPR21,
YEAR = "2021",
PAGES = "9553-9560",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117903"}
@inproceedings{bb121676,
AUTHOR = "Marino, G.C. and Ghidoli, G. and Frasca, M. and Malchiodi, D.",
TITLE = "Compression strategies and space-conscious representations for deep
neural networks",
BOOKTITLE = ICPR21,
YEAR = "2021",
PAGES = "9835-9842",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117904"}
@inproceedings{bb121677,
AUTHOR = "Yuan, Y. and Chen, C. and Hu, X. and Peng, S.",
TITLE = "Towards Low-Bit Quantization of Deep Neural Networks with Limited
Data",
BOOKTITLE = ICPR21,
YEAR = "2021",
PAGES = "4377-4384",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117905"}
@inproceedings{bb121678,
AUTHOR = "Dbouk, H. and Sanghvi, H. and Mehendale, M. and Shanbhag, N.",
TITLE = "DBQ: A Differentiable Branch Quantizer for Lightweight Deep Neural
Networks",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "XXVII:90-106",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117906"}
@inproceedings{bb121679,
AUTHOR = "do Nascimento, M.G. and Costain, T.W. and Prisacariu, V.A.",
TITLE = "Finding Non-uniform Quantization Schemes Using Multi-task Gaussian
Processes",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "XVII:383-398",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117907"}
@inproceedings{bb121680,
AUTHOR = "Neumann, D. and Sattler, F. and Kirchhoffer, H. and Wiedemann, S. and Muller, K. and Schwarz, H. and Wiegand, T. and Marpe, D. and Samek, W.",
TITLE = "Deepcabac: Plug Play Compression of Neural Network Weights and Weight
Updates",
BOOKTITLE = ICIP20,
YEAR = "2020",
PAGES = "21-25",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117908"}
@inproceedings{bb121681,
AUTHOR = "Haase, P. and Schwarz, H. and Kirchhoffer, H. and Wiedemann, S. and Marinc, T. and Marban, A. and Muller, K. and Samek, W. and Marpe, D. and Wiegand, T.",
TITLE = "Dependent Scalar Quantization For Neural Network Compression",
BOOKTITLE = ICIP20,
YEAR = "2020",
PAGES = "36-40",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117909"}
@inproceedings{bb121682,
AUTHOR = "Kwon, S.J. and Lee, D. and Kim, B. and Kapoor, P. and Park, B. and Wei, G.",
TITLE = "Structured Compression by Weight Encryption for Unstructured Pruning
and Quantization",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "1906-1915",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117910"}
@inproceedings{bb121683,
AUTHOR = "Jung, J. and Kim, J. and Kim, Y. and Kim, C.",
TITLE = "Reinforcement Learning-Based Layer-Wise Quantization For Lightweight
Deep Neural Networks",
BOOKTITLE = ICIP20,
YEAR = "2020",
PAGES = "3070-3074",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117911"}
@inproceedings{bb121684,
AUTHOR = "Geng, X. and Lin, J. and Li, S.",
TITLE = "Cascaded Mixed-Precision Networks",
BOOKTITLE = ICIP20,
YEAR = "2020",
PAGES = "241-245",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117912"}
@inproceedings{bb121685,
AUTHOR = "Fang, J. and Shafiee, A. and Abdel Aziz, H. and Thorsley, D. and Georgiadis, G. and Hassoun, J.H.",
TITLE = "Post-training Piecewise Linear Quantization for Deep Neural Networks",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "II:69-86",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117913"}
@inproceedings{bb121686,
AUTHOR = "Xie, Z. and Wen, Z.Q. and Liu, J. and Liu, Z.Q. and Wu, X.X. and Tan, M.K.",
TITLE = "Deep Transferring Quantization",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "VIII:625-642",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117914"}
@inproceedings{bb121687,
AUTHOR = "Wang, Y. and Lu, Y.D. and Blankevoort, T.",
TITLE = "Differentiable Joint Pruning and Quantization for Hardware Efficiency",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "XXIX: 259-277",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117915"}
@inproceedings{bb121688,
AUTHOR = "Cai, Y.H. and Yao, Z.W. and Dong, Z. and Gholami, A. and Mahoney, M.W. and Keutzer, K.",
TITLE = "ZeroQ: A Novel Zero Shot Quantization Framework",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "13166-13175",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117916"}
@inproceedings{bb121689,
AUTHOR = "Qu, Z. and Zhou, Z. and Cheng, Y. and Thiele, L.",
TITLE = "Adaptive Loss-Aware Quantization for Multi-Bit Networks",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "7985-7994",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117917"}
@inproceedings{bb121690,
AUTHOR = "Jin, Q. and Yang, L. and Liao, Z.",
TITLE = "AdaBits: Neural Network Quantization With Adaptive Bit-Widths",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "2143-2153",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117918"}
@inproceedings{bb121691,
AUTHOR = "Zhu, F. and Gong, R.H. and Yu, F.W. and Liu, X.L. and Wang, Y.F. and Li, Z.L. and Yang, X.Q. and Yan, J.J.",
TITLE = "Towards Unified INT8 Training for Convolutional Neural Network",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "1966-1976",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117919"}
@inproceedings{bb121692,
AUTHOR = "Zhuang, B. and Liu, L. and Tan, M. and Shen, C. and Reid, I.D.",
TITLE = "Training Quantized Neural Networks With a Full-Precision Auxiliary
Module",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "1485-1494",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117920"}
@inproceedings{bb121693,
AUTHOR = "Yu, H. and Wen, T. and Cheng, G. and Sun, J. and Han, Q. and Shi, J.",
TITLE = "Low-bit Quantization Needs Good Distribution",
BOOKTITLE = EDLCV20,
YEAR = "2020",
PAGES = "2909-2918",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117921"}
@inproceedings{bb121694,
AUTHOR = "Bhalgat, Y. and Lee, J. and Nagel, M. and Blankevoort, T. and Kwak, N.",
TITLE = "LSQ+: Improving low-bit quantization through learnable offsets and
better initialization",
BOOKTITLE = EDLCV20,
YEAR = "2020",
PAGES = "2978-2985",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117922"}
@inproceedings{bb121695,
AUTHOR = "Pouransari, H. and Tu, Z. and Tuzel, O.",
TITLE = "Least squares binary quantization of neural networks",
BOOKTITLE = EDLCV20,
YEAR = "2020",
PAGES = "2986-2996",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117923"}
@inproceedings{bb121696,
AUTHOR = "Gope, D. and Beu, J. and Thakker, U. and Mattina, M.",
TITLE = "Ternary MobileNets via Per-Layer Hybrid Filter Banks",
BOOKTITLE = EDLCV20,
YEAR = "2020",
PAGES = "3036-3046",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117924"}
@inproceedings{bb121697,
AUTHOR = "Wang, T. and Wang, K. and Cai, H. and Lin, J. and Liu, Z. and Wang, H. and Lin, Y. and Han, S.",
TITLE = "APQ: Joint Search for Network Architecture, Pruning and Quantization
Policy",
BOOKTITLE = CVPR20,
YEAR = "2020",
PAGES = "2075-2084",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117925"}
@inproceedings{bb121698,
AUTHOR = "Yu, H.B. and Han, Q. and Li, J.B. and Shi, J.P. and Cheng, G.L. and Fan, B.",
TITLE = "Search What You Want:
Barrier Penalty NAS for Mixed Precision Quantization",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "IX:1-16",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117926"}
@inproceedings{bb121699,
AUTHOR = "Marban, A. and Becking, D. and Wiedemann, S. and Samek, W.",
TITLE = "Learning Sparse Ternary Neural Networks with Entropy-Constrained
Trained Ternarization (EC2T)",
BOOKTITLE = EDLCV20,
YEAR = "2020",
PAGES = "3105-3113",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT117927"}
Last update:Nov 30, 2021 at 22:19:38